{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "from vnpy.trader.app.ctaStrategy.ctaBacktesting import BacktestingEngine, MINUTE_DB_NAME\n",
    "\n",
    "def runBacktesting(strategyClass, settingDict, symbol, \n",
    "                   startDate, endDate, slippage, \n",
    "                   rate, size, priceTick):\n",
    "    \"\"\"运行单标的回测\"\"\"\n",
    "    engine = BacktestingEngine()\n",
    "    engine.setBacktestingMode(engine.BAR_MODE)\n",
    "    engine.setDatabase(MINUTE_DB_NAME, symbol)\n",
    "    engine.setStartDate(startDate)\n",
    "    engine.setEndDate(endDate)\n",
    "    engine.setSlippage(slippage)\n",
    "    engine.setRate(rate)   \n",
    "    engine.setSize(size)         \n",
    "    engine.setPriceTick(priceTick)\n",
    "    \n",
    "    engine.initStrategy(strategyClass, settingDict)\n",
    "    engine.runBacktesting()\n",
    "    df = engine.calculateDailyResult()\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2017-10-07 23:24:11.493000\t开始载入数据\n",
      "2017-10-07 23:24:11.661000\t载入完成，数据量：348690\n",
      "2017-10-07 23:24:11.661000\t开始回测\n",
      "2017-10-07 23:24:11.703000\t策略初始化完成\n",
      "2017-10-07 23:24:11.703000\t策略启动完成\n",
      "2017-10-07 23:24:11.703000\t开始回放数据\n",
      "2017-10-07 23:24:42.412000\t数据回放结束\n",
      "2017-10-07 23:24:42.412000\t计算按日统计结果\n"
     ]
    }
   ],
   "source": [
    "# 运行IF回测，交易1手\n",
    "from vnpy.trader.app.ctaStrategy.strategy.strategyAtrRsi import AtrRsiStrategy\n",
    "df1 = runBacktesting(AtrRsiStrategy, {}, 'IF0000', \n",
    "                     '20120101', '20170630', 0.2, \n",
    "                     0.3/10000, 300, 0.2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2017-10-07 23:24:43.174000\t开始载入数据\n",
      "2017-10-07 23:24:43.340000\t载入完成，数据量：300224\n",
      "2017-10-07 23:24:43.340000\t开始回测\n",
      "2017-10-07 23:24:43.347000\t策略初始化完成\n",
      "2017-10-07 23:24:43.347000\t策略启动完成\n",
      "2017-10-07 23:24:43.347000\t开始回放数据\n",
      "2017-10-07 23:24:58.453000\t数据回放结束\n",
      "2017-10-07 23:24:58.453000\t计算按日统计结果\n"
     ]
    }
   ],
   "source": [
    "# 运行rb回测，交易16手\n",
    "from vnpy.trader.app.ctaStrategy.strategy.strategyBollChannel import BollChannelStrategy\n",
    "settingDict = {'fixedSize': 16}\n",
    "df2 = runBacktesting(BollChannelStrategy, settingDict, 'rb0000', \n",
    "                     '20120101', '20170630', 1, \n",
    "                     1/10000, 10, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2017-10-07 23:24:58.504000\t------------------------------\n",
      "2017-10-07 23:24:58.504000\t首个交易日：\t2012-01-11\n",
      "2017-10-07 23:24:58.504000\t最后交易日：\t2017-06-30\n",
      "2017-10-07 23:24:58.504000\t总交易日：\t1328\n",
      "2017-10-07 23:24:58.504000\t盈利交易日\t679\n",
      "2017-10-07 23:24:58.504000\t亏损交易日：\t649\n",
      "2017-10-07 23:24:58.504000\t起始资金：\t1000000\n",
      "2017-10-07 23:24:58.504000\t结束资金：\t2,543,440.99\n",
      "2017-10-07 23:24:58.504000\t总收益率：\t154.34\n",
      "2017-10-07 23:24:58.504000\t总盈亏：\t1,543,440.99\n",
      "2017-10-07 23:24:58.504000\t最大回撤: \t-155,832.39\n",
      "2017-10-07 23:24:58.504000\t总手续费：\t216,619.01\n",
      "2017-10-07 23:24:58.505000\t总滑点：\t535,820.0\n",
      "2017-10-07 23:24:58.505000\t总成交金额：\t7,476,566,620.0\n",
      "2017-10-07 23:24:58.505000\t总成交笔数：\t8,041.0\n",
      "2017-10-07 23:24:58.505000\t日均盈亏：\t1,162.23\n",
      "2017-10-07 23:24:58.505000\t日均手续费：\t163.12\n",
      "2017-10-07 23:24:58.505000\t日均滑点：\t403.48\n",
      "2017-10-07 23:24:58.505000\t日均成交金额：\t5,629,944.74\n",
      "2017-10-07 23:24:58.505000\t日均成交笔数：\t6.05\n",
      "2017-10-07 23:24:58.505000\t日均收益率：\t0.07%\n",
      "2017-10-07 23:24:58.505000\t收益标准差：\t0.96%\n",
      "2017-10-07 23:24:58.505000\tSharpe Ratio：\t1.15\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAoEAAAOlCAYAAAASGT0sAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nkkAAAAALIgkEAACwoP8DXpkH3OJKiuIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1d4fe430>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 合并获得组合回测结果\n",
    "dfp = df1 + df2\n",
    "\n",
    "# 注意如果被抛弃的交易日位于回测的前后，即两者不重合的日期中，则不会影响组合曲线正确性\n",
    "# 但是如果被抛弃的交易日位于回测的中部，即两者重合的日期中，组合曲线会出现错误（丢失交易日）\n",
    "dfp = dfp.dropna()   \n",
    "\n",
    "# 创建回测引擎，并设置组合回测初始资金后，显示结果\n",
    "engine = BacktestingEngine()\n",
    "engine.setCapital(1000000)\n",
    "reuslt, dfp = engine.calculateDailyStatistics(dfp)\n",
    "engine.showDailyResult(dfp, result)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
